CERIAS Security Seminar: Fairness as Equal Concession
Description
Speaker:
Christopher Yeomans
Purdue University
Abstract:
Although existing work draws attention to a range of obstacles in realizing fair AI,
the field lacks an account that emphasizes how these worries hang together in a systematic
way. Furthermore, a review of the fair AI and philosophical literature demonstrates
the unsuitability of ‘treat like cases alike' and other intuitive notions as
conceptions of fairness. That review then generates three desiderata for a replacement
conception of fairness valuable to AI research: (1) It must provide a metatheory
for understanding tradeoffs, entailing that it must be flexible enough to capture
diverse species of objection to decisions. (2) It must not appeal to an impartial
perspective (neutral data, objective data, or final arbiter.) (3) It must foreground the
way in which judgments of fairness are sensitive to context, i.e., to historical and
institutional states of affairs. We argue that a conception of fairness as appropriate
concession in the historical iteration of institutional decisions meets these three
desiderata.
The weekly security seminar has been held every semester since spring of 1992. We invite personnel at Purdue and visitors from outside to present on topics of particular interest to them in the areas of computer and network security, computer crime investigation, information warfare, information ethics, public policy for computing and security, the computing "underground," and other related topics. More info
Contact Details
- Lori Floyd
- laf@purdue.edu
- (765) 494-7841